Attention

This monograph develops a unified theoretical framework in which modern attention-based architectures - originating from “Attention Is All You Need” - are reinterpreted as field systems governed by geometry, curvature, and non-local coupling. Departing from classical trajectory-based models of computation and rationality, the work establishes a new ontology in which meaning, cognition, and decision processes emerge from global relational structures rather than sequential accumulation.